{"id":6991,"date":"2026-09-24T09:00:00","date_gmt":"2026-09-24T09:00:00","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=6991"},"modified":"2026-09-25T15:26:31","modified_gmt":"2026-09-25T15:26:31","slug":"nepreryvnaya-integraciya","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/nepreryvnaya-integraciya\/","title":{"rendered":"\u041d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u0430\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f (CI): \u0447\u0442\u043e \u044d\u0442\u043e \u0438 \u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d"},"content":{"rendered":"<p><strong>CI (Continuous Integration, \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u0430\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f)<\/strong> &#8212; \u044d\u0442\u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043a\u0430\u0436\u0434\u044b\u0439 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0447\u0430\u0441\u0442\u043e, \u043e\u0431\u044b\u0447\u043d\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0432 \u0434\u0435\u043d\u044c, \u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0441\u0432\u043e\u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043e\u0431\u0449\u0443\u044e \u043e\u0441\u043d\u043e\u0432\u043d\u0443\u044e \u0432\u0435\u0442\u043a\u0443, \u0430 \u043a\u0430\u0436\u0434\u043e\u0435 \u0442\u0430\u043a\u043e\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u0441\u0442\u0430\u043c\u0438. \u0426\u0435\u043b\u044c &#8212; \u0443\u0437\u043d\u0430\u0442\u044c \u043e \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0435 \u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0435 \u0447\u0435\u0440\u0435\u0437 \u043c\u0438\u043d\u0443\u0442\u044b \u043f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u043d\u0435\u0434\u0435\u043b\u0438 \u043f\u0440\u0438 \u00ab\u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0441\u043b\u0438\u044f\u043d\u0438\u0438\u00bb \u043f\u0435\u0440\u0435\u0434 \u0440\u0435\u043b\u0438\u0437\u043e\u043c.<\/p>\n<div class=\"oj-toc\" style=\"background:#f6f6f6;border-radius:8px;padding:14px 20px;margin:20px 0\">\n<p><strong>\u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435<\/strong><\/p>\n<ol>\n<li><a href=\"#s1\">CI, Continuous Delivery \u0438 Continuous Deployment<\/a><\/li>\n<li><a href=\"#s2\">\u041a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 CI-\u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d<\/a><\/li>\n<li><a href=\"#s3\">\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0440\u0438\u043c\u0435\u0440<\/a><\/li>\n<li><a href=\"#s4\">\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442, \u043a\u043e\u0433\u0434\u0430 \u0442\u0435\u0441\u0442 \u043f\u0430\u0434\u0430\u0435\u0442<\/a><\/li>\n<li><a href=\"#s5\">\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b CI: \u0447\u0442\u043e \u0432\u044b\u0431\u0440\u0430\u0442\u044c<\/a><\/li>\n<li><a href=\"#s6\">\u041f\u0440\u0430\u0432\u0438\u043b\u0430, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 CI \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442<\/a><\/li>\n<li><a href=\"#s7\">\u0411\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430<\/a><\/li>\n<li><a href=\"#s8\">\u0415\u0441\u043b\u0438 \u043d\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u043e\u0441\u044c<\/a><\/li>\n<li><a href=\"#s9\">\u0412\u044b\u0432\u043e\u0434\u044b<\/a><\/li>\n<li><a href=\"#s10\">\u0413\u0434\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \/ \u0441\u0432\u044f\u0437\u044c \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439<\/a><\/li>\n<li><a href=\"#s11\">FAQ<\/a><\/li>\n<\/ol>\n<\/div>\n<p>\u0412\u0430\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0441\u0442\u0438 \u0434\u0432\u0430 \u0441\u043c\u044b\u0441\u043b\u0430 \u0441\u043b\u043e\u0432\u0430. <strong>CI \u043a\u0430\u043a \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430<\/strong> &#8212; \u044d\u0442\u043e \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u043a\u043e\u043c\u0430\u043d\u0434\u044b: \u043c\u0430\u043b\u0435\u043d\u044c\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0447\u0430\u0441\u0442\u043e\u0435 \u0441\u043b\u0438\u044f\u043d\u0438\u0435, \u00ab\u043a\u0440\u0430\u0441\u043d\u0443\u044e\u00bb \u0441\u0431\u043e\u0440\u043a\u0443 \u0447\u0438\u043d\u044f\u0442 \u043f\u0435\u0440\u0432\u043e\u0439. <strong>CI-\u0441\u0438\u0441\u0442\u0435\u043c\u0430<\/strong> (GitLab CI, GitHub Actions, Jenkins) &#8212; \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0441\u0431\u043e\u0440\u043a\u0443 \u0438 \u0442\u0435\u0441\u0442\u044b. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0431\u0435\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0434\u0430\u0435\u0442 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0435\u0441\u0442\u044b, \u043d\u043e \u043d\u0435 \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u0443\u044e \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044e: \u0435\u0441\u043b\u0438 \u0432\u0435\u0442\u043a\u0430 \u0436\u0438\u0432\u0435\u0442 \u043c\u0435\u0441\u044f\u0446, \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0432\u0441\u0435 \u0440\u0430\u0432\u043d\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0435\u0442 \u0432 \u043a\u043e\u043d\u0446\u0435.<\/p>\n<p>\u041d\u0438\u0436\u0435 &#8212; \u043a\u0430\u043a \u0443\u0441\u0442\u0440\u043e\u0435\u043d CI-\u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d, \u0447\u0435\u043c CI \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 CD, \u043a\u0430\u043a\u0438\u0435 \u0431\u044b\u0432\u0430\u044e\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0440\u0438\u043c\u0435\u0440 \u043a\u043e\u043d\u0444\u0438\u0433\u0430 \u0434\u043b\u044f GitHub Actions \u0438 GitLab CI. \u0428\u0430\u0433\u0438 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430 \u043f\u0440\u043e\u0433\u043d\u0430\u043d\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u0432 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0435 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">python:3.14-slim<\/code> (Python 3.14.7), \u0432\u044b\u0432\u043e\u0434 \u0432\u0437\u044f\u0442 \u0438\u0437 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430.<\/p>\n<h2 id=\"s1\">CI, Continuous Delivery \u0438 Continuous Deployment<\/h2>\n<p>\u0421\u043e\u043a\u0440\u0430\u0449\u0435\u043d\u0438\u0435 CI\/CD \u0441\u043a\u043b\u0435\u0438\u0432\u0430\u0435\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438. \u0418\u0445 \u043f\u0443\u0442\u0430\u044e\u0442 \u0447\u0430\u0449\u0435 \u0432\u0441\u0435\u0433\u043e, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043b\u043e\u0432\u0430\u0440\u044c.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430<\/th>\n<th>\u0427\u0442\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043e<\/th>\n<th>\u0427\u0435\u043c \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f<\/th>\n<th>\u041a\u0442\u043e \u0440\u0435\u0448\u0430\u0435\u0442 \u043f\u0440\u043e \u0432\u044b\u043a\u043b\u0430\u0434\u043a\u0443 \u0432 \u043f\u0440\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Continuous Integration (CI)<\/td>\n<td>\u0421\u043b\u0438\u044f\u043d\u0438\u0435, \u0441\u0431\u043e\u0440\u043a\u0430, \u0442\u0435\u0441\u0442\u044b \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439 \u043a\u043e\u043c\u043c\u0438\u0442 \u0438\u043b\u0438 merge request<\/td>\n<td>\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u0434 \u0432 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0432\u0435\u0442\u043a\u0435, \u0447\u0430\u0441\u0442\u043e &#8212; \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442<\/td>\n<td>\u041d\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a CI<\/td>\n<\/tr>\n<tr>\n<td>Continuous Delivery (CD)<\/td>\n<td>\u0412\u0441\u0435 \u0438\u0437 CI \u043f\u043b\u044e\u0441 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0440\u0435\u043b\u0438\u0437\u0430 \u0438 \u0432\u044b\u043a\u043b\u0430\u0434\u043a\u0430 \u043d\u0430 \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0435 \u0441\u0442\u0435\u043d\u0434\u044b<\/td>\n<td>\u0412\u0435\u0440\u0441\u0438\u044f, \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u043a \u0432\u044b\u043a\u043b\u0430\u0434\u043a\u0435 \u0432 \u043b\u044e\u0431\u043e\u0439 \u043c\u043e\u043c\u0435\u043d\u0442<\/td>\n<td>\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430\u0436\u0438\u043c\u0430\u0435\u0442 \u043a\u043d\u043e\u043f\u043a\u0443<\/td>\n<\/tr>\n<tr>\n<td>Continuous Deployment (\u0442\u043e\u0436\u0435 CD)<\/td>\n<td>\u0412\u0441\u0435 \u0438\u0437 Continuous Delivery \u043f\u043b\u044e\u0441 \u0432\u044b\u043a\u043b\u0430\u0434\u043a\u0430 \u0432 \u043f\u0440\u043e\u0434<\/td>\n<td>\u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0436\u0435 \u0443 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439<\/td>\n<td>\u041d\u0438\u043a\u0442\u043e: \u043f\u0440\u043e\u0448\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 &#8212; \u0432\u044b\u043a\u0430\u0442\u0438\u043b\u043e\u0441\u044c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0411\u0443\u043a\u0432\u0430 D \u0432 CI\/CD \u043c\u043e\u0436\u0435\u0442 \u043e\u0437\u043d\u0430\u0447\u0430\u0442\u044c \u0438 delivery, \u0438 deployment &#8212; \u0432 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u0441\u0442\u043e\u0438\u0442 \u0443\u0442\u043e\u0447\u043d\u044f\u0442\u044c, \u043e \u0447\u0435\u043c \u0440\u0435\u0447\u044c. CI &#8212; \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445: \u0431\u0435\u0437 \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0445 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u043e\u043a \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0432\u044b\u043a\u043b\u0430\u0434\u043a\u0430 \u043e\u043f\u0430\u0441\u043d\u0430.<\/p>\n<h2 id=\"s2\">\u041a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 CI-\u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d<\/h2>\n<p><strong>\u041f\u0430\u0439\u043f\u043b\u0430\u0439\u043d (pipeline)<\/strong> &#8212; \u044d\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0437\u0430\u0434\u0430\u0447 (jobs), \u043a\u043e\u0442\u043e\u0440\u0443\u044e CI-\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043d\u0430 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438. \u0422\u0438\u043f\u043e\u0432\u043e\u0439 \u043f\u0443\u0442\u044c \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f:<\/p>\n<ol>\n<li>\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u0434\u0435\u043b\u0430\u0435\u0442 \u043a\u043e\u043c\u043c\u0438\u0442 \u0432 \u0441\u0432\u043e\u044e \u043a\u043e\u0440\u043e\u0442\u043a\u0443\u044e \u0432\u0435\u0442\u043a\u0443 \u0438 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0435\u0433\u043e (<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">git push<\/code>) \u0438\u043b\u0438 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 merge request (pull request).<\/li>\n<li>\u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0432\u0435\u0440\u0441\u0438\u0439 \u0441\u043e\u043e\u0431\u0449\u0430\u0435\u0442 \u043e \u0441\u043e\u0431\u044b\u0442\u0438\u0438 CI-\u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0447\u0435\u0440\u0435\u0437 \u0432\u0435\u0431\u0445\u0443\u043a. \u0421\u0442\u0430\u0440\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 &#8212; \u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u043e \u0440\u0430\u0441\u043f\u0438\u0441\u0430\u043d\u0438\u044e (polling) &#8212; \u0442\u043e\u0436\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f, \u043d\u043e \u0434\u0430\u0435\u0442 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0443.<\/li>\n<li>CI-\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0431\u0435\u0440\u0435\u0442 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 <strong>\u0440\u0430\u043d\u043d\u0435\u0440<\/strong> (\u0430\u0433\u0435\u043d\u0442, runner) &#8212; \u043c\u0430\u0448\u0438\u043d\u0443 \u0438\u043b\u0438 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440, \u0433\u0434\u0435 \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u0430, &#8212; \u0438 \u0437\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0442\u0443\u0434\u0430 \u043a\u043e\u0434 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u043a\u043e\u043c\u043c\u0438\u0442\u0430.<\/li>\n<li><strong>\u0421\u0431\u043e\u0440\u043a\u0430<\/strong>: \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f, \u0441\u0431\u043e\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438\u043b\u0438 Docker-\u043e\u0431\u0440\u0430\u0437\u0430.<\/li>\n<li><strong>\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0438<\/strong>: \u043b\u0438\u043d\u0442\u0435\u0440\u044b, \u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u0441\u0442\u044b, \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0441\u0442\u044b \u0438 \u0441\u043a\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439.<\/li>\n<li><strong>\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442<\/strong>: \u0441\u0442\u0430\u0442\u0443\u0441 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 (\u00ab\u0437\u0435\u043b\u0435\u043d\u044b\u0439\u00bb \u0438\u043b\u0438 \u00ab\u043a\u0440\u0430\u0441\u043d\u044b\u0439\u00bb), \u043e\u0442\u0447\u0435\u0442, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u0440\u0443. \u0423\u0441\u043f\u0435\u0448\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u043c\u043e\u0436\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c <strong>\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442<\/strong> &#8212; \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u043b\u0438 \u043e\u0431\u0440\u0430\u0437 \u0441 \u043d\u043e\u043c\u0435\u0440\u043e\u043c \u0441\u0431\u043e\u0440\u043a\u0438.<\/li>\n<li>\u0415\u0441\u043b\u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0437\u0430\u0449\u0438\u0442\u0430 \u0432\u0435\u0442\u043a\u0438, merge request \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043b\u0438\u0442\u044c, \u043f\u043e\u043a\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0435 \u0437\u0435\u043b\u0435\u043d\u044b\u0435.<\/li>\n<\/ol>\n<p>\u0417\u0430\u0434\u0430\u0447\u0438 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 <strong>\u0441\u0442\u0430\u0434\u0438\u0438<\/strong> (stages): \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u0434\u043d\u043e\u0439 \u0441\u0442\u0430\u0434\u0438\u0438 \u043e\u0431\u044b\u0447\u043d\u043e \u0438\u0434\u0443\u0442 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e, \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f \u0441\u0442\u0430\u0434\u0438\u044f \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442 \u043f\u043e\u0441\u043b\u0435 \u0443\u0441\u043f\u0435\u0445\u0430 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439. \u042d\u0442\u043e \u0443\u043f\u0440\u043e\u0449\u0435\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c: \u0432 GitLab CI \u043c\u043e\u0436\u043d\u043e \u0441\u0432\u044f\u0437\u0430\u0442\u044c \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e \u0447\u0435\u0440\u0435\u0437 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">needs<\/code>, \u0432 GitHub Actions \u0437\u0430\u0434\u0430\u0447\u0438 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0432\u043e\u043e\u0431\u0449\u0435 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b, \u0430 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0437\u0430\u0434\u0430\u044e\u0442 \u0447\u0435\u0440\u0435\u0437 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">needs<\/code>.<\/p>\n<p>\u041a\u0440\u043e\u043c\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442, \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442 \u043f\u043e \u0440\u0430\u0441\u043f\u0438\u0441\u0430\u043d\u0438\u044e (\u043d\u043e\u0447\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u0441 \u0434\u043e\u043b\u0433\u0438\u043c\u0438 \u0442\u0435\u0441\u0442\u0430\u043c\u0438), \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438\u043b\u0438 \u043f\u043e \u0441\u043e\u0431\u044b\u0442\u0438\u044e \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0430. \u041d\u043e\u043c\u0435\u0440 \u0441\u0431\u043e\u0440\u043a\u0438 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">GITHUB_RUN_NUMBER<\/code> \u0432 GitHub Actions \u0438\u043b\u0438 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">CI_PIPELINE_IID<\/code> \u0432 GitLab) \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0445\u0435\u0448\u0435\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u043e\u0442\u043e\u043c \u0442\u043e\u0447\u043d\u043e \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u0441\u043e\u0431\u0440\u0430\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442.<\/p>\n<h2 id=\"s3\">\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0440\u0438\u043c\u0435\u0440<\/h2>\n<p>\u0412\u043e\u0437\u044c\u043c\u0435\u043c \u043c\u0430\u043b\u0435\u043d\u044c\u043a\u0438\u0439 \u043f\u0440\u043e\u0435\u043a\u0442 \u043d\u0430 Python: \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0446\u0435\u043d\u044b \u0441\u043e \u0441\u043a\u0438\u0434\u043a\u043e\u0439 \u0438 \u0442\u0435\u0441\u0442\u044b \u043a \u043d\u0435\u0439 \u043d\u0430 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u043e\u043c <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">unittest<\/code> (\u0431\u0435\u0437 \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0438\u043c\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u043b \u0432 \u043b\u044e\u0431\u043e\u0439 CI-\u0441\u0438\u0441\u0442\u0435\u043c\u0435).<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #7F848E\"># calc.py<\/span>\n<span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">price_with_discount<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">price<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E5C07B\">int<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">percent<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E5C07B\">int<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #56B6C2\">-&gt;<\/span> <span style=\"color: #E5C07B\">int<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #98C379\">\"\"\"\u0426\u0435\u043d\u0430 \u0432 \u043a\u043e\u043f\u0435\u0439\u043a\u0430\u0445 \u043f\u043e\u0441\u043b\u0435 \u0441\u043a\u0438\u0434\u043a\u0438 percent% (0-100), \u043e\u043a\u0440\u0443\u0433\u043b\u0435\u043d\u0438\u0435 \u0432\u043d\u0438\u0437.\"\"\"<\/span>\n    <span style=\"color: #C678DD\">if<\/span> <span style=\"color: #56B6C2\">not<\/span> <span style=\"color: #D19A66\">0<\/span> <span style=\"color: #56B6C2\">&lt;=<\/span> <span style=\"color: #E06C75\">percent<\/span> <span style=\"color: #56B6C2\">&lt;=<\/span> <span style=\"color: #D19A66\">100<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #C678DD\">raise<\/span> <span style=\"color: #E06C75\">ValueError<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"percent must be in 0..100\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #E06C75\">price<\/span> <span style=\"color: #56B6C2\">*<\/span> <span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #D19A66\">100<\/span> <span style=\"color: #56B6C2\">-<\/span> <span style=\"color: #E06C75\">percent<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #56B6C2\">\/\/<\/span> <span style=\"color: #D19A66\">100<\/span><\/code><\/pre>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #7F848E\"># test_calc.py<\/span>\n<span style=\"color: #C678DD\">import<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">unittest<\/span>\n\n<span style=\"color: #C678DD\">from<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">calc<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #C678DD\">import<\/span> <span style=\"color: #E06C75\">price_with_discount<\/span>\n\n\n<span style=\"color: #C678DD\">class<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E5C07B\">PriceTest<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">unittest<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">TestCase<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">test_discount<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E5C07B\">self<\/span><span style=\"color: #ABB2BF\">):<\/span>\n        <span style=\"color: #E5C07B\">self<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">assertEqual<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">price_with_discount<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #D19A66\">10000<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #D19A66\">15<\/span><span style=\"color: #ABB2BF\">),<\/span> <span style=\"color: #D19A66\">8500<\/span><span style=\"color: #ABB2BF\">)<\/span>\n\n    <span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">test_no_discount<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E5C07B\">self<\/span><span style=\"color: #ABB2BF\">):<\/span>\n        <span style=\"color: #E5C07B\">self<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">assertEqual<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">price_with_discount<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #D19A66\">999<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #D19A66\">0<\/span><span style=\"color: #ABB2BF\">),<\/span> <span style=\"color: #D19A66\">999<\/span><span style=\"color: #ABB2BF\">)<\/span>\n\n    <span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">test_bad_percent<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E5C07B\">self<\/span><span style=\"color: #ABB2BF\">):<\/span>\n        <span style=\"color: #C678DD\">with<\/span> <span style=\"color: #E5C07B\">self<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">assertRaises<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">ValueError<\/span><span style=\"color: #ABB2BF\">):<\/span>\n            <span style=\"color: #E06C75\">price_with_discount<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #D19A66\">1000<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #D19A66\">150<\/span><span style=\"color: #ABB2BF\">)<\/span>\n\n\n<span style=\"color: #C678DD\">if<\/span> <span style=\"color: #E06C75\">__name__<\/span> <span style=\"color: #56B6C2\">==<\/span> <span style=\"color: #98C379\">\"__main__\"<\/span><span style=\"color: #ABB2BF\">:<\/span>\n    <span style=\"color: #E06C75\">unittest<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">main<\/span><span style=\"color: #ABB2BF\">()<\/span><\/code><\/pre>\n<p>\u041f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0431\u0443\u0434\u0435\u0442 \u0434\u0435\u043b\u0430\u0442\u044c \u0440\u043e\u0432\u043d\u043e \u0442\u043e, \u0447\u0442\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0443 \u0441\u0435\u0431\u044f: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443, \u0447\u0442\u043e \u043a\u043e\u0434 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f, \u0438 \u0442\u0435\u0441\u0442\u044b. \u042d\u0442\u043e \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u0438\u043d\u0446\u0438\u043f &#8212; \u043a\u043e\u043c\u0430\u043d\u0434\u044b CI \u0434\u043e\u043b\u0436\u043d\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e.<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\">python<span style=\"color: #ABB2BF\"> <\/span>-m<span style=\"color: #ABB2BF\"> <\/span>compileall<span style=\"color: #ABB2BF\"> <\/span>-q<span style=\"color: #ABB2BF\"> <\/span>.\npython<span style=\"color: #ABB2BF\"> <\/span>-m<span style=\"color: #ABB2BF\"> <\/span>unittest<span style=\"color: #ABB2BF\"> <\/span>-v<\/code><\/pre>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\">test_bad_percent (test_calc.PriceTest.test_bad_percent) ... ok\ntest_discount (test_calc.PriceTest.test_discount) ... ok\ntest_no_discount (test_calc.PriceTest.test_no_discount) ... ok\n\n----------------------------------------------------------------------\nRan 3 tests in 0.000s\n\nOK\n<\/code><\/pre>\n<h3>\u041a\u043e\u043d\u0444\u0438\u0433 \u0434\u043b\u044f GitHub Actions<\/h3>\n<p>\u0424\u0430\u0439\u043b \u043a\u043b\u0430\u0434\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u043e \u043f\u0443\u0442\u0438 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.github\/workflows\/ci.yml<\/code>:<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #E06C75\">name<\/span><span style=\"color: #ABB2BF\">: CI<\/span>\n\n<span style=\"color: #E06C75\">on<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">push<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">branches<\/span><span style=\"color: #ABB2BF\">: [<\/span><span style=\"color: #E06C75\">main<\/span><span style=\"color: #ABB2BF\">]<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">pull_request<\/span><span style=\"color: #ABB2BF\">:<\/span>\n\n<span style=\"color: #E06C75\">permissions<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">contents<\/span><span style=\"color: #ABB2BF\">: read<\/span>\n\n<span style=\"color: #E06C75\">jobs<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">test<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">runs-on<\/span><span style=\"color: #ABB2BF\">: ubuntu-latest<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">timeout-minutes<\/span><span style=\"color: #ABB2BF\">: 10<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">steps<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">      - <\/span><span style=\"color: #E06C75\">uses<\/span><span style=\"color: #ABB2BF\">: actions\/checkout@v6<\/span>\n<span style=\"color: #ABB2BF\">      - <\/span><span style=\"color: #E06C75\">uses<\/span><span style=\"color: #ABB2BF\">: actions\/setup-python@v6<\/span>\n<span style=\"color: #ABB2BF\">        <\/span><span style=\"color: #E06C75\">with<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">          <\/span><span style=\"color: #E06C75\">python-version<\/span><span style=\"color: #ABB2BF\">: <\/span><span style=\"color: #98C379\">\"3.14\"<\/span>\n<span style=\"color: #ABB2BF\">      - <\/span><span style=\"color: #E06C75\">name<\/span><span style=\"color: #ABB2BF\">: Build (compile check)<\/span>\n<span style=\"color: #ABB2BF\">        <\/span><span style=\"color: #E06C75\">run<\/span><span style=\"color: #ABB2BF\">: python -m compileall -q .<\/span>\n<span style=\"color: #ABB2BF\">      - <\/span><span style=\"color: #E06C75\">name<\/span><span style=\"color: #ABB2BF\">: Unit tests<\/span>\n<span style=\"color: #ABB2BF\">        <\/span><span style=\"color: #E06C75\">run<\/span><span style=\"color: #ABB2BF\">: python -m unittest -v<\/span><\/code><\/pre>\n<p>\u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e \u0441\u0442\u0440\u043e\u043a\u0430\u043c: <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">on<\/code> &#8212; \u0441\u043e\u0431\u044b\u0442\u0438\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 (push \u0432 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">main<\/code> \u0438 \u043b\u044e\u0431\u043e\u0439 pull request); <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">permissions: contents: read<\/code> &#8212; \u0442\u043e\u043a\u0435\u043d \u0437\u0430\u0434\u0430\u0447\u0438 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e \u0447\u0442\u0435\u043d\u0438\u044f \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f; <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">runs-on<\/code> &#8212; \u0442\u0438\u043f \u0440\u0430\u043d\u043d\u0435\u0440\u0430; <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">timeout-minutes<\/code> \u043d\u0435 \u0434\u0430\u0435\u0442 \u0437\u0430\u0432\u0438\u0441\u0448\u0435\u043c\u0443 \u0442\u0435\u0441\u0442\u0443 \u0437\u0430\u043d\u0438\u043c\u0430\u0442\u044c \u0440\u0430\u043d\u043d\u0435\u0440 \u0447\u0430\u0441\u0430\u043c\u0438; <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">actions\/checkout<\/code> \u0437\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u043e\u0434 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">actions\/setup-python<\/code> \u0441\u0442\u0430\u0432\u0438\u0442 \u043d\u0443\u0436\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Python; \u0434\u0430\u043b\u044c\u0448\u0435 \u0438\u0434\u0443\u0442 \u0442\u0435 \u0436\u0435 \u0434\u0432\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0447\u0442\u043e \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e.<\/p>\n<h3>\u0422\u043e\u0442 \u0436\u0435 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0432 GitLab CI<\/h3>\n<p>\u0412 GitLab \u043a\u043e\u043d\u0444\u0438\u0433 \u043b\u0435\u0436\u0438\u0442 \u0432 \u043a\u043e\u0440\u043d\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.gitlab-ci.yml<\/code>:<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #E06C75\">stages<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">  - build<\/span>\n<span style=\"color: #ABB2BF\">  - test<\/span>\n\n<span style=\"color: #E06C75\">default<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">image<\/span><span style=\"color: #ABB2BF\">: python:3.14-slim<\/span>\n\n<span style=\"color: #E06C75\">workflow<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">rules<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">    - <\/span><span style=\"color: #E06C75\">if<\/span><span style=\"color: #ABB2BF\">: $CI_PIPELINE_SOURCE == \"merge_request_event\"<\/span>\n<span style=\"color: #ABB2BF\">    - <\/span><span style=\"color: #E06C75\">if<\/span><span style=\"color: #ABB2BF\">: $CI_COMMIT_BRANCH == $CI_DEFAULT_BRANCH<\/span>\n\n<span style=\"color: #E06C75\">build<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">stage<\/span><span style=\"color: #ABB2BF\">: build<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">script<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">    - python -m compileall -q .<\/span>\n\n<span style=\"color: #E06C75\">unit-tests<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">stage<\/span><span style=\"color: #ABB2BF\">: test<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">script<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">    - python --version<\/span>\n<span style=\"color: #ABB2BF\">    - python -m unittest -v<\/span><\/code><\/pre>\n<p>\u0417\u0434\u0435\u0441\u044c \u044f\u0432\u043d\u043e \u0437\u0430\u0434\u0430\u043d\u044b \u0434\u0432\u0435 \u0441\u0442\u0430\u0434\u0438\u0438: <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">build<\/code>, \u043f\u043e\u0442\u043e\u043c <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">test<\/code>. <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">image<\/code> &#8212; Docker-\u043e\u0431\u0440\u0430\u0437, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u044b (\u0434\u043b\u044f \u0440\u0430\u043d\u043d\u0435\u0440\u0430 \u0441 Docker-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c). \u0411\u043b\u043e\u043a <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">workflow: rules<\/code> \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0434\u043b\u044f merge request \u0438 \u0434\u043b\u044f \u043a\u043e\u043c\u043c\u0438\u0442\u043e\u0432 \u0432 \u0432\u0435\u0442\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e, \u0447\u0442\u043e\u0431\u044b \u043d\u0435 \u043f\u043b\u043e\u0434\u0438\u0442\u044c \u0434\u0443\u0431\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u0443\u044e \u0432\u0435\u0442\u043a\u0443.<\/p>\n<h2 id=\"s4\">\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442, \u043a\u043e\u0433\u0434\u0430 \u0442\u0435\u0441\u0442 \u043f\u0430\u0434\u0430\u0435\u0442<\/h2>\n<p>CI \u043f\u043e\u043b\u0435\u0437\u043d\u0430 \u0442\u0435\u043c, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443 \u0434\u043e \u0441\u043b\u0438\u044f\u043d\u0438\u044f. \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u00ab\u0443\u043f\u0440\u043e\u0441\u0442\u0438\u043b\u00bb \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0438 \u0443\u0431\u0440\u0430\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d\u0430:<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #7F848E\"># calc.py \u043f\u043e\u0441\u043b\u0435 \u043d\u0435\u0443\u0434\u0430\u0447\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438<\/span>\n<span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">price_with_discount<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">price<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E5C07B\">int<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">percent<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E5C07B\">int<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #56B6C2\">-&gt;<\/span> <span style=\"color: #E5C07B\">int<\/span><span style=\"color: #ABB2BF\">:<\/span>\n    <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #E06C75\">price<\/span> <span style=\"color: #56B6C2\">*<\/span> <span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #D19A66\">100<\/span> <span style=\"color: #56B6C2\">-<\/span> <span style=\"color: #E06C75\">percent<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #56B6C2\">\/\/<\/span> <span style=\"color: #D19A66\">100<\/span><\/code><\/pre>\n<p>\u041f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0442\u0435 \u0436\u0435 \u0442\u0435\u0441\u0442\u044b \u0438 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442:<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\">F..\n======================================================================\nFAIL: test_bad_percent (test_calc.PriceTest.test_bad_percent)\n----------------------------------------------------------------------\nTraceback (most recent call last):\n  File &quot;\/app\/test_calc.py&quot;, line 15, in test_bad_percent\n    with self.assertRaises(ValueError):\n         ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^\nAssertionError: ValueError not raised\n\n----------------------------------------------------------------------\nRan 3 tests in 0.001s\n\nFAILED (failures=1)\n<\/code><\/pre>\n<p>\u041a\u043e\u043c\u0430\u043d\u0434\u0430 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">python -m unittest<\/code> \u0437\u0430\u0432\u0435\u0440\u0448\u0430\u0435\u0442\u0441\u044f \u0441 \u043a\u043e\u0434\u043e\u043c 1. \u0414\u043b\u044f CI-\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043b\u044e\u0431\u043e\u0439 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0430\u043b \u0448\u0430\u0433\u0430: \u0437\u0430\u0434\u0430\u0447\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043a\u0440\u0430\u0441\u043d\u043e\u0439, \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0441\u0442\u0430\u0434\u0438\u0438 \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f, \u0430 \u043f\u0440\u0438 \u0437\u0430\u0449\u0438\u0449\u0435\u043d\u043d\u043e\u0439 \u0432\u0435\u0442\u043a\u0435 merge request \u043d\u0435 \u0432\u043e\u043b\u044c\u0435\u0442\u0441\u044f. \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 &#8212; \u0432\u0435\u0440\u043d\u0443\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">if not 0 &lt;= percent &lt;= 100<\/code> \u0438 \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043d\u043e\u0432\u044b\u0439 \u043a\u043e\u043c\u043c\u0438\u0442; \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u043f\u0435\u0440\u0435\u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0441\u044f \u0441\u0430\u043c.<\/p>\n<p>\u0422\u0430\u043a \u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0448\u0430\u0433 \u0441\u0431\u043e\u0440\u043a\u0438: \u0444\u0430\u0439\u043b \u0441 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043e\u0448\u0438\u0431\u043a\u043e\u0439 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">compileall<\/code> \u043d\u0435 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u0438 \u0432\u0435\u0440\u043d\u0435\u0442 \u043a\u043e\u0434 1, \u0438 \u0434\u043e \u0442\u0435\u0441\u0442\u043e\u0432 \u0434\u0435\u043b\u043e \u043d\u0435 \u0434\u043e\u0439\u0434\u0435\u0442.<\/p>\n<h2 id=\"s5\">\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b CI: \u0447\u0442\u043e \u0432\u044b\u0431\u0440\u0430\u0442\u044c<\/h2>\n<p>\u0412\u044b\u0431\u043e\u0440 \u043e\u0431\u044b\u0447\u043d\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u0433\u0434\u0435 \u0443\u0436\u0435 \u043b\u0435\u0436\u0438\u0442 \u043a\u043e\u0434, \u0430 \u043d\u0435 \u00ab\u043b\u0443\u0447\u0448\u0435\u0439\u00bb \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0421\u0438\u0441\u0442\u0435\u043c\u0430<\/th>\n<th>\u0413\u0434\u0435 \u0436\u0438\u0432\u0435\u0442 \u043a\u043e\u043d\u0444\u0438\u0433<\/th>\n<th>\u041a\u043e\u0433\u0434\u0430 \u0431\u0440\u0430\u0442\u044c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>GitLab CI\/CD<\/td>\n<td><code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.gitlab-ci.yml<\/code> \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438<\/td>\n<td>\u041a\u043e\u0434 \u0432 GitLab (\u043e\u0431\u043b\u0430\u043a\u043e \u0438\u043b\u0438 \u0441\u0432\u043e\u0439 \u0441\u0435\u0440\u0432\u0435\u0440); \u0440\u0430\u043d\u043d\u0435\u0440\u044b \u043c\u043e\u0436\u043d\u043e \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0443 \u0441\u0435\u0431\u044f<\/td>\n<\/tr>\n<tr>\n<td>GitHub Actions<\/td>\n<td><code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.github\/workflows\/*.yml<\/code><\/td>\n<td>\u041a\u043e\u0434 \u043d\u0430 GitHub; \u043c\u043d\u043e\u0433\u043e \u0433\u043e\u0442\u043e\u0432\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 (actions) \u0432 \u043c\u0430\u0440\u043a\u0435\u0442\u043f\u043b\u0435\u0439\u0441\u0435<\/td>\n<\/tr>\n<tr>\n<td>Jenkins<\/td>\n<td><code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">Jenkinsfile<\/code> (Groovy) \u0438\u043b\u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0432 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435<\/td>\n<td>\u0421\u0432\u043e\u0439 \u0441\u0435\u0440\u0432\u0435\u0440, \u043d\u0435\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438, \u043c\u043d\u043e\u0433\u043e \u043f\u043b\u0430\u0433\u0438\u043d\u043e\u0432; \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f<\/td>\n<\/tr>\n<tr>\n<td>TeamCity, Bitbucket Pipelines \u0438 \u0434\u0440\u0443\u0433\u0438\u0435<\/td>\n<td>\u0421\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u0430\u0442<\/td>\n<td>\u041a\u043e\u0433\u0434\u0430 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u043f\u0440\u0438\u043d\u044f\u0442 \u044d\u0442\u043e\u0442 \u0441\u0442\u0435\u043a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u041f\u0440\u0438\u043d\u0446\u0438\u043f \u0432\u0435\u0437\u0434\u0435 \u043e\u0434\u0438\u043d: \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 -&gt; \u0440\u0430\u043d\u043d\u0435\u0440 -&gt; \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0441\u0431\u043e\u0440\u043a\u0438 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043e\u043a -&gt; \u0441\u0442\u0430\u0442\u0443\u0441. \u041f\u0435\u0440\u0435\u043d\u043e\u0441 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430 \u043c\u0435\u0436\u0434\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c\u0438 &#8212; \u044d\u0442\u043e \u0432 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u043c \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u0435 YAML, \u0435\u0441\u043b\u0438 \u0441\u0430\u043c\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0441\u0431\u043e\u0440\u043a\u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 \u0441\u043a\u0440\u0438\u043f\u0442\u0430\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0432 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435 CI.<\/p>\n<h2 id=\"s6\">\u041f\u0440\u0430\u0432\u0438\u043b\u0430, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 CI \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442<\/h2>\n<ul>\n<li><strong>\u041c\u0430\u043b\u0435\u043d\u044c\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438 \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u0432\u0435\u0442\u043a\u0438.<\/strong> \u0412\u0435\u0442\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0436\u0438\u0432\u0435\u0442 \u043d\u0435\u0434\u0435\u043b\u044f\u043c\u0438, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0442\u0443 \u0441\u0430\u043c\u0443\u044e \u00ab\u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044e \u0432 \u043a\u043e\u043d\u0446\u0435\u00bb, \u043e\u0442 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 CI \u0438\u0437\u0431\u0430\u0432\u043b\u044f\u0435\u0442.<\/li>\n<li><strong>\u0411\u044b\u0441\u0442\u0440\u0430\u044f \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c.<\/strong> \u0427\u0430\u0441\u0442\u044b\u0439 \u043e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 &#8212; \u043e\u0441\u043d\u043e\u0432\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0443\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 10 \u043c\u0438\u043d\u0443\u0442; \u0434\u043e\u043b\u0433\u0438\u0435 \u0442\u0435\u0441\u0442\u044b \u0432\u044b\u043d\u043e\u0441\u044f\u0442 \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0442\u0430\u0434\u0438\u044e \u0438\u043b\u0438 \u043d\u043e\u0447\u043d\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443.<\/li>\n<li><strong>\u041a\u0440\u0430\u0441\u043d\u0430\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 &#8212; \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442.<\/strong> \u041f\u043e\u043a\u0430 \u0441\u0431\u043e\u0440\u043a\u0430 \u0441\u043b\u043e\u043c\u0430\u043d\u0430, \u043d\u043e\u0432\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043d\u0435 \u0432\u043b\u0438\u0432\u0430\u044e\u0442, \u0438\u043d\u0430\u0447\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0434\u0440\u0443\u0433 \u043d\u0430 \u0434\u0440\u0443\u0433\u0430.<\/li>\n<li><strong>\u0422\u0435\u0441\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0434\u043e\u0432\u0435\u0440\u044f\u044e\u0442.<\/strong> \u041d\u0435\u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b\u0439 (\u00ab\u0444\u043b\u0430\u043a\u0438\u00bb) \u0442\u0435\u0441\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u0430\u0434\u0430\u0435\u0442 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e, \u043f\u0440\u0438\u0443\u0447\u0430\u0435\u0442 \u043d\u0430\u0436\u0438\u043c\u0430\u0442\u044c \u00ab\u043f\u0435\u0440\u0435\u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c\u00bb \u0438 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.<\/li>\n<li><strong>\u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c.<\/strong> \u0424\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u044f\u0437\u044b\u043a\u0430 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u0438 \u0432 CI.<\/li>\n<\/ul>\n<h2 id=\"s7\">\u0411\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430<\/h2>\n<p>CI-\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434 \u0438\u0437 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0438 \u0447\u0430\u0441\u0442\u043e \u0438\u043c\u0435\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0435\u0435 \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u044e\u0442 \u043a\u0430\u043a \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443:<\/p>\n<ul>\n<li>\u043f\u0430\u0440\u043e\u043b\u0438 \u0438 \u0442\u043e\u043a\u0435\u043d\u044b &#8212; \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0437\u0430\u0449\u0438\u0449\u0435\u043d\u043d\u044b\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 CI-\u0441\u0438\u0441\u0442\u0435\u043c\u044b (masked\/protected \u0432 GitLab, secrets \u0432 GitHub), \u043d\u0435 \u0432 \u043a\u043e\u0434\u0435 \u0438 \u043d\u0435 \u0432 \u043b\u043e\u0433\u0430\u0445;<\/li>\n<li>\u0442\u043e\u043a\u0435\u043d\u0443 \u0437\u0430\u0434\u0430\u0447\u0438 &#8212; \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430 (<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">permissions: contents: read<\/code> \u0432 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u0432\u044b\u0448\u0435), \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044c &#8212; \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043c, \u0433\u0434\u0435 \u043e\u043d\u0438 \u043d\u0443\u0436\u043d\u044b;<\/li>\n<li>\u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u044b \u0438\u0437 \u0444\u043e\u0440\u043a\u043e\u0432 \u0438 \u0447\u0443\u0436\u0438\u0445 merge request \u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u044b \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u044c \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u043f\u0440\u043e\u0434\u0430\u043a\u0448\u0435\u043d\u0430; \u0432 GitHub \u0434\u043b\u044f \u0441\u043e\u0431\u044b\u0442\u0438\u0439 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">pull_request<\/code> \u0438\u0437 \u0444\u043e\u0440\u043a\u043e\u0432 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u043d\u0435 \u043f\u0435\u0440\u0435\u0434\u0430\u044e\u0442\u0441\u044f;<\/li>\n<li>\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0435 actions \u0438 \u043e\u0431\u0440\u0430\u0437\u044b &#8212; \u0438\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0434\u043b\u044f \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u0440\u0441\u0438\u044e \u043f\u043e \u0445\u0435\u0448\u0443 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430 \u043d\u0435 \u043f\u043e \u043f\u043b\u0430\u0432\u0430\u044e\u0449\u0435\u043c\u0443 \u0442\u0435\u0433\u0443;<\/li>\n<li>\u0441\u0432\u043e\u0438 \u0440\u0430\u043d\u043d\u0435\u0440\u044b \u0434\u043b\u044f \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c: \u0447\u0443\u0436\u043e\u0439 \u043a\u043e\u0434 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u0441\u044f \u043d\u0430 \u0432\u0430\u0448\u0435\u0439 \u043c\u0430\u0448\u0438\u043d\u0435.<\/li>\n<\/ul>\n<p>\u042d\u0442\u043e \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u043d\u0435 \u043f\u043e\u043b\u043d\u0430\u044f \u0437\u0430\u0449\u0438\u0442\u0430: \u0434\u0430\u043b\u044c\u0448\u0435 \u0438\u0434\u0443\u0442 \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044f \u0440\u0430\u043d\u043d\u0435\u0440\u043e\u0432, \u0430\u0443\u0434\u0438\u0442 \u0438 \u0441\u043a\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439.<\/p>\n<h2 id=\"s8\">\u0415\u0441\u043b\u0438 \u043d\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u043e\u0441\u044c<\/h2>\n<ul>\n<li><strong>\u041b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u0442\u0435\u0441\u0442\u044b \u0437\u0435\u043b\u0435\u043d\u044b\u0435, \u0432 CI \u043a\u0440\u0430\u0441\u043d\u044b\u0435.<\/strong> \u0421\u0440\u0430\u0432\u043d\u0438\u0442\u0435 \u0432\u0435\u0440\u0441\u0438\u044e \u044f\u0437\u044b\u043a\u0430 (<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">python --version<\/code> \u0432 \u043b\u043e\u0433\u0435 \u0437\u0430\u0434\u0430\u0447\u0438), \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438 \u0447\u0430\u0441\u043e\u0432\u043e\u0439 \u043f\u043e\u044f\u0441; \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0437\u0430\u043a\u043e\u043c\u043c\u0438\u0447\u0435\u043d\u044b, \u0430 \u043d\u0435 \u043b\u0435\u0436\u0430\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0443 \u0432\u0430\u0441.<\/li>\n<li><strong>\u041f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u043b\u0441\u044f.<\/strong> \u0412 GitHub \u0444\u0430\u0439\u043b \u0434\u043e\u043b\u0436\u0435\u043d \u043b\u0435\u0436\u0430\u0442\u044c \u0438\u043c\u0435\u043d\u043d\u043e \u0432 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.github\/workflows\/<\/code>, \u0432 GitLab &#8212; <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.gitlab-ci.yml<\/code> \u0432 \u043a\u043e\u0440\u043d\u0435; \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u043e\u0442\u0441\u0442\u0443\u043f\u044b YAML \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">on<\/code> \/ <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">rules<\/code>.<\/li>\n<li><strong>\u0417\u0430\u0434\u0430\u0447\u0430 \u0432\u0438\u0441\u0438\u0442 \u0432 \u043e\u0447\u0435\u0440\u0435\u0434\u0438.<\/strong> \u041d\u0435\u0442 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u043d\u043d\u0435\u0440\u0430 \u0441 \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0438\u043c\u0438 \u0442\u0435\u0433\u0430\u043c\u0438 \u0438\u043b\u0438 \u0438\u0441\u0447\u0435\u0440\u043f\u0430\u043d\u044b \u043c\u0438\u043d\u0443\u0442\u044b \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0445 \u0440\u0430\u043d\u043d\u0435\u0440\u043e\u0432.<\/li>\n<li><strong>\u0422\u0435\u0441\u0442 \u043f\u0430\u0434\u0430\u0435\u0442 \u0447\u0435\u0440\u0435\u0437 \u0440\u0430\u0437.<\/strong> \u0418\u0449\u0438\u0442\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0442 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u043f\u043e\u0440\u044f\u0434\u043a\u0430 \u0442\u0435\u0441\u0442\u043e\u0432, \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f; \u0442\u0430\u043a\u043e\u0439 \u0442\u0435\u0441\u0442 \u0447\u0438\u043d\u044f\u0442, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442.<\/li>\n<\/ul>\n<h2 id=\"s9\">\u0412\u044b\u0432\u043e\u0434\u044b<\/h2>\n<ul>\n<li>CI &#8212; \u044d\u0442\u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u0447\u0430\u0441\u0442\u043e\u0433\u043e \u0441\u043b\u0438\u044f\u043d\u0438\u044f \u0432 \u043e\u0431\u0449\u0443\u044e \u0432\u0435\u0442\u043a\u0443 \u0441 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u043e\u0439 \u0438 \u0442\u0435\u0441\u0442\u0430\u043c\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435; CI-\u0441\u0438\u0441\u0442\u0435\u043c\u0430 &#8212; \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u043d\u0435\u0435.<\/li>\n<li>\u041f\u0430\u0439\u043f\u043b\u0430\u0439\u043d: \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 -&gt; \u0440\u0430\u043d\u043d\u0435\u0440 -&gt; \u0441\u0431\u043e\u0440\u043a\u0430 -&gt; \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 -&gt; \u0441\u0442\u0430\u0442\u0443\u0441; \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 \u043b\u044e\u0431\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0434\u0435\u043b\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043a\u0440\u0430\u0441\u043d\u043e\u0439.<\/li>\n<li>CI \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c; Continuous Delivery \u0434\u043e\u0432\u043e\u0434\u0438\u0442 \u0434\u043e \u0433\u043e\u0442\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u043b\u0438\u0437\u0430, Continuous Deployment &#8212; \u0434\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u044b\u043a\u043b\u0430\u0434\u043a\u0438 \u0432 \u043f\u0440\u043e\u0434.<\/li>\n<li>GitLab CI, GitHub Actions \u0438 Jenkins \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u044b \u043f\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0443, \u0432\u044b\u0431\u043e\u0440 \u043e\u0431\u044b\u0447\u043d\u043e \u0434\u0438\u043a\u0442\u0443\u0435\u0442 \u043c\u0435\u0441\u0442\u043e \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430.<\/li>\n<li>\u041f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0438\u043c\u0435\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430 \u0438 \u0437\u0430\u0449\u0438\u0449\u0435\u043d\u043d\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 &#8212; \u0447\u0430\u0441\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0441 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u0434\u043d\u044f.<\/li>\n<\/ul>\n<h2 id=\"s10\">\u0413\u0434\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \/ \u0441\u0432\u044f\u0437\u044c \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439<\/h2>\n<div class=\"oj-cta\" style=\"background:#fbf4e4;border-left:4px solid #c9962b;border-radius:8px;padding:16px 20px;margin:24px 0\">\n<p style=\"margin:0 0 8px\"><strong>\u041e\u0441\u0432\u043e\u0439\u0442\u0435 \u0442\u0435\u043c\u0443 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435<\/strong><\/p>\n<p>\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 CI &#8212; \u043e\u0434\u043d\u0430 \u0438\u0437 \u043f\u0435\u0440\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 DevOps-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0430 \u0438 \u0447\u0430\u0441\u0442\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0431\u044d\u043a\u0435\u043d\u0434-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430 \u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0442\u043e\u0440\u0430 \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f: \u0441\u043e\u0431\u0440\u0430\u0442\u044c \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d, \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0442\u0435\u0441\u0442\u044b, \u0434\u043e\u0442\u044f\u043d\u0443\u0442\u044c \u0435\u0433\u043e \u0434\u043e \u0432\u044b\u043a\u043b\u0430\u0434\u043a\u0438 \u043d\u0430 \u0441\u0442\u0435\u043d\u0434\u044b \u0438 \u0432 \u043f\u0440\u043e\u0434. \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u043e \u044d\u0442\u043e\u043c\u0443 \u0443\u0447\u0430\u0442 \u043d\u0430 \u043a\u0443\u0440\u0441\u0435 <a href=\"https:\/\/otus.ru\/lessons\/devops-praktiki-i-instrumenty\/?int_article=nepreryvnaya-integraciya&amp;int_place=article&amp;int_variant=v1\">\u00abDevOps \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b\u00bb<\/a>: \u043e\u0442 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u043e\u0432 CI\/CD \u0434\u043e \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043e\u0432 \u0438 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u043a\u043e\u0434\u0430. \u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0444\u043e\u0440\u043c\u0430\u0442 \u0437\u0430\u043d\u044f\u0442\u0438\u0439 \u0438 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b \u043c\u043e\u0436\u043d\u043e \u043d\u0430 <a href=\"https:\/\/otus.ru\/events\/?int_article=nepreryvnaya-integraciya&amp;int_place=article&amp;int_variant=v1\">\u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0445 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0443\u0440\u043e\u043a\u0430\u0445 Otus<\/a>.<\/p>\n<\/div>\n<h2 id=\"s11\">FAQ<\/h2>\n<p><strong>\u041d\u0443\u0436\u043d\u044b \u043b\u0438 \u0442\u0435\u0441\u0442\u044b, \u0447\u0442\u043e\u0431\u044b \u0432\u043d\u0435\u0434\u0440\u0438\u0442\u044c CI?<\/strong><br \/>\n\u0424\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u043c\u043e\u0436\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442, \u0438 \u044d\u0442\u043e \u0443\u0436\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0438 \u0441\u0431\u043e\u0440\u043a\u0438. \u041d\u043e \u043e\u0441\u043d\u043e\u0432\u043d\u0443\u044e \u043f\u043e\u043b\u044c\u0437\u0443 CI \u0434\u0430\u0435\u0442 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0442\u0435\u0441\u0442\u0430\u043c\u0438: \u0431\u0435\u0437 \u043d\u0438\u0445 \u0437\u0435\u043b\u0435\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u043f\u043e\u0447\u0442\u0438 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442.<\/p>\n<p><strong>\u0427\u0435\u043c \u043d\u043e\u0447\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 CI?<\/strong><br \/>\n\u041d\u043e\u0447\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 (nightly build) \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0440\u0430\u0437 \u0432 \u0441\u0443\u0442\u043a\u0438 \u043f\u043e \u0440\u0430\u0441\u043f\u0438\u0441\u0430\u043d\u0438\u044e \u0438 \u043e\u0431\u044b\u0447\u043d\u043e \u0433\u043e\u043d\u044f\u0435\u0442 \u0434\u043e\u043b\u0433\u0438\u0435 \u0442\u0435\u0441\u0442\u044b. \u041e\u043d\u0430 \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442 CI, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442: \u043e\u0448\u0438\u0431\u043a\u0430 \u043d\u0430\u0439\u0434\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0434\u0435\u043d\u044c, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u043c\u0438\u043d\u0443\u0442\u044b \u043f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.<\/p>\n<p><strong>\u041c\u043e\u0436\u043d\u043e \u043b\u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c CI \u0434\u043b\u044f \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e?<\/strong><br \/>\n\u0414\u0430, GitHub \u0438 GitLab \u0434\u0430\u044e\u0442 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0439 \u043b\u0438\u043c\u0438\u0442 \u043c\u0438\u043d\u0443\u0442 \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0445 \u0440\u0430\u043d\u043d\u0435\u0440\u043e\u0432, \u0430 \u0434\u043b\u044f \u0441\u0432\u043e\u0438\u0445 \u0440\u0430\u043d\u043d\u0435\u0440\u043e\u0432 \u043c\u0438\u043d\u0443\u0442\u044b \u043d\u0430 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430 \u043d\u0435 \u0442\u0430\u0440\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u044e\u0442\u0441\u044f: GitHub \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b \u043f\u043b\u0430\u0442\u0443 \u0437\u0430 \u0441\u0432\u043e\u0438 \u0440\u0430\u043d\u043d\u0435\u0440\u044b \u0432 \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u0445 \u0441 \u043c\u0430\u0440\u0442\u0430 2026 \u0433\u043e\u0434\u0430, \u043d\u043e \u043e\u0442\u043b\u043e\u0436\u0438\u043b \u0435\u0435. \u0420\u0430\u0437\u043c\u0435\u0440 \u043b\u0438\u043c\u0438\u0442\u043e\u0432 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f, \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f &#8212; \u043d\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\u0445 \u0442\u0430\u0440\u0438\u0444\u043e\u0432 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>CI (Continuous Integration, \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u0430\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f) &#8212; \u044d\u0442\u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 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